One-Step Prediction: The most straightforward strategy is one step prediction which is about taking a vector that include the last observations as input to the model responsible for yielding the prediction.
In this paper, a novel network traffic one-step-ahead prediction technique is proposed based on a state-of-the-art learning model called minimax probability ...
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Abstract. In the information society today computer networks are an indispen- sable part of people's life. Network traffic prediction is important to ...
Sep 14, 2008 · Key takeaway: 'Minimax probability machine (MPM)-based one-step-ahead prediction technique accurately matches actual traffics and increases ...
Abstract: We study power and performance characteristics of different traffic predictors for online one-step-ahead predictions.
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Through performance evaluation, the authors confirm that the traffic load can be predicted with high accuracy using considered schemes and the GRU‐based scheme ...
Short-term network traffic predictions spot anomalies that, when correlated against each other, indicate that a site is liable to go down in the near future. An ...
Network traffic analysis and prediction is a proactive approach to ensure secure, reliable and qualitative network communication. Various techniques are ...
Apr 1, 2024 · Under these circumstances, we first tested the one-step prediction, in which the model predicts the next 5s of network traffic data based on 5s ...
... traffic prediction. In this paper, a novel network traffic one-step-ahead prediction technique is proposed based on a state-of- the-art learning model ...